Title :
Mining drug targets based on microarray experiments
Author :
El-Shishiny, Hisham ; Soliman, Taysir H. ; El-Asmar, Mohamed
Author_Institution :
IBM Center for Adv. Studies in Cairo, Cairo
Abstract :
Life science industry has been flourished with the explosion of online Bioinformatics databases and tools, which can affect the drug discovery process and development. The integration of unstructured data, available in biomedical literature (i.e. PubMED), and structured data, existing in biological databases, by applying both text and data mining techniques is a very critical issue in order to identify selected desirable genes or drug targets. The current work describes a system, drug target integrative miner (DruTiMine), which aims at providing a service to enhance and shorten the process of drug target discovery for pharmaceutical companies and research labs concerned with drug discovery. The system applies both the capabilities of text mining and data mining techniques for drug target discovery through integration of multiple biomedical resources, related to a specific disease, and mining the association among them. Furthermore, an association rule mining algorithm, multi-basket miner, has been developed in order to discover associations of categories having multiple values.
Keywords :
biology computing; data mining; drugs; pharmaceutical technology; association rule mining algorithm; data mining techniques; drug discovery process-development; drug target integrative miner; drug target mining; life science industry; microarray experiments; multibasket miner; multiple biomedical resources; pharmaceutical companies; Association rules; Bioinformatics; Biomedical informatics; Data mining; Databases; Diseases; Drugs; Pharmaceuticals; Proteins; Text mining; association rule mining; chemoinformatics; drug discovery informatics; drug discovery process; text mining;
Conference_Titel :
Computers and Communications, 2008. ISCC 2008. IEEE Symposium on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-2702-4
Electronic_ISBN :
1530-1346
DOI :
10.1109/ISCC.2008.4625615